The goal of project Perseids is to create accurate classifiers and to identify factors associated with disease outcome, which in turn will support the design of adaptive controllers and decision systems. The ultimate aim is to develop robust clinical decision support systems for personalized cancer therapy optimization by integrating patient multilevel data.